{"id":"W3177245783","doi":"10.1145/3461778.3462000","title":"A Design Inquiry into Introspective AI: Surfacing Opportunities, Issues, and Paradoxes","year":2021,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Introspection; Feeling; Resource (disambiguation); Engineering ethics; Psychology; Psychological intervention; Epistemology; Computer science; Social psychology; Engineering; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09718969,0.00126331,0.00108544,0.003068361,0.009517755,0.01982088,0.004919118,0.006527247,0.003973306],"category_scores_gemma":[0.125024,0.001673476,0.001403643,0.002450803,0.04540835,0.02572795,0.01213501,0.008554556,0.0005602826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01014445,"about_ca_system_score_gemma":0.01168148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001492402,"about_ca_topic_score_gemma":0.002255168,"domain_scores_codex":[0.8565015,0.1300426,0.002001628,0.003599469,0.006039965,0.001814844],"domain_scores_gemma":[0.7394001,0.2220732,0.00665335,0.01714992,0.01043416,0.004289284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001901477,0.0003248437,0.003091993,0.001106464,0.00004113041,0.0006702431,0.537096,0.00102081,0.002859909,0.4084328,0.002897487,0.04226812],"study_design_scores_gemma":[0.0002841683,0.0009896368,0.001789358,0.002657857,0.0001110891,0.00162972,0.3819965,0.007426942,0.005447308,0.4188595,0.1786273,0.0001806568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.238096,0.003147584,0.582432,0.08972703,0.0007612375,0.003022493,0.0001724568,0.0005651606,0.08207607],"genre_scores_gemma":[0.7714992,0.001287469,0.2119721,0.005464603,0.00007864837,0.003097661,0.00007021699,0.0001745298,0.006355587],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09718969,"threshold_uncertainty_score":0.5139943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09014683504995433,"score_gpt":0.3260251653976253,"score_spread":0.235878330347671,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}